Yes, the recent evidence suggests that people who are meeting physical activity guidelines have less chances to develop severity of disease.
One must do regular physical activity for 30 minutes to 1 hour every day. During infection also, it is advisable to be active as much as possible along with breathing exercises. After the covid infection, one can resume the regular regime as and when comfortable.